{"podcast":{"title":"XTraw AI: Machine Learning and AI Applications","slug":"xtraw-ai","podcast_index_feed_id":3434596,"rss_url":"https://anchor.fm/s/4363cf48/podcast/rss","website_url":"https://www.XTrawAI.com","image_url":"https://d3t3ozftmdmh3i.cloudfront.net/production/podcast_uploaded_nologo/11206146/11206146-1614634168807-59a99f9ad58b.jpg","author":"Venkata\"Raghu Banda\"","episode_count":186,"summary":"This is a podcast on the topics around machine learning and AI applications which happens 1-2 times a month.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/xtraw-ai"},"episode":{"title":"#168 Engineering Trust in the Age of Agentic AI","slug":"168-engineering-trust-in-the-age-of-agentic-ai","published_at":"2026-03-05T09:00:01+00:00","page_url":"https://stenobird.com/podcast/xtraw-ai/168-engineering-trust-in-the-age-of-agentic-ai","show_page_url":"https://stenobird.com/podcast/xtraw-ai","url":"https://podcasters.spotify.com/pod/show/raghu-banda/episodes/168-Engineering-Trust-in-the-Age-of-Agentic-AI-e3g120t","audio_url":"https://anchor.fm/s/4363cf48/podcast/play/116475357/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-2-6%2F419403402-44100-2-49ad0806afb34.mp3","summary":"The transition from AI prototypes to autonomous agents requires a shift from focusing on model capability to prioritizing engineering discipline. This episode explores how observability, governance, and guardrails are essential for deploying reliable agentic systems in enterprise environments.","meta_description":"Learn how to build production-ready agentic AI by focusing on observability, governance, and engineering guardrails rather than just model intelligence.","key_points":["Main idea: The next frontier of AI is defined by observability and human alignment rather than raw model power","Failure mode: Relying solely on prompt engineering for safety is insufficient; systems need multi-layered guardrails and context-aware firewalls","Practical takeaway: Implement an observability layer that tracks the entire 'thinking process' and delegation steps of an agent to enable effective debugging","Main idea: Enterprise-grade AI requires moving beyond simple workflows to systems that can be audited and governed","Practical takeaway: Use engineering-led approaches like 'context-aware firewalls' to prevent agents from leaking sensitive data through tools or MCP servers"],"chapters":[{"start_ms":60000,"title":"Introduction to MUXI and Ran Aroussi","summary":"An introduction to Ran Aroussi's background in building large-scale, high-stakes systems in fintech and ad-tech."},{"start_ms":310000,"title":"Defining True Agentic Software","summary":"Distinguishing between simple AI-augmented workflows and truly autonomous agents capable of independent decision-making."},{"start_ms":550000,"title":"The Rapid Evolution of Agents","summary":"Reflecting on the unprecedented speed at which generative AI has moved from text generation to autonomous agent frameworks."},{"start_ms":1020000,"title":"Enterprise Liabilities and Scaling","summary":"Discussing the risks enterprises face when moving from AI pilots to large-scale deployments without proper governance."},{"start_ms":1480000,"title":"Implementing Multi-Layered Guardrails","summary":"A technical look at using observability and firewalls to monitor agent reasoning and prevent unauthorized tool usage."},{"start_ms":2430000,"title":"Open Source Observability with MUXI","summary":"Exploring how MUXI provides an open-source infrastructure layer to trace and govern agentic decision-making processes."},{"start_ms":2660000,"title":"The Importance of Engineering Discipline","summary":"Why solving AI reliability is fundamentally an engineering challenge similar to managing traditional distributed systems."}],"topics":["Agentic AI","AI Observability","AI Governance","Enterprise AI","Machine Learning Engineering","Autonomous Agents","AI Guardrails","Software Reliability"],"duration_seconds":3168,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/xtraw-ai/episodes/168-engineering-trust-in-the-age-of-agentic-ai/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/xtraw-ai/168-engineering-trust-in-the-age-of-agentic-ai.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}